◆ Developing an intelligent chatbot with FastAPI, React, and MUI, extracting social media chat history via Export APIs, and leveraging the Gemini model and FAISS for context-aware AI responses. ◆ Enhancing chatbot responses by retrieving context from previous messages using IDs, refining FAISS embeddings with user roles, and optimizing token usage by 5x for efficient Gemini model queries.